little big brain

Ontology-based search
for agents and humans.

Semantic web standards and vector search, in one engine. We run the models. Your data stays in object storage.

:Bug:Release:Customer:TicketAUTH-112Release 3.1Nordlys0.93410411412413414:Lot:Blend:Site:Batchlot 73091blend P-44Berlin site0.91205206207208209:Clause:Contract:Company:Groupchange of controlMSA-204Meridian Cloud0.949495969798:Entry:Policy:Limit:EmployeeJE-1042policy v3limit €50,0000.95316317318319320:Advisory:Package:Service:TeamCVE-2021-44228log4j-coreCheckout API0.96143144145146147:Product:Category:Store:BrandVelo Shellcycling jacketsstore Mitte0.92528529530531532:Issue:Organization:Deal:UserAUTH-112NordlysNordlys renewal0.907576777879:Section:Part:Machine:CatalogEntrymanual §4.2P-114PX-200 #70.94262263264265266:Claim:RepairShop:Claim:PolicyC-8812Autohaus BrandtC-77010.89349350351352353WORKFLOWSdurablesuggest classeslink documentsembed recordscheck answerssave statemanaged model?Which customers still run a releasewith an open login bug?from the help desk, over MCPWhich trial sites got tablets madefrom the recalled lot?from a recall workflowWhich contracts need consent ifMeridian Group is acquired?from a lawyer, in chatWas JE-1042 within the approvallimit when it was posted?from an auditor, over SPARQLWhich internet-facing servicesdepend on log4j, at any depth?from a Slack agentWaterproof cycling jacket under€150, in stock in Berlin?from the store search boxWhich renewals this quarter are atrisk from open bugs?from a CRM agent, over MCPWhich machines are overdue for theP-114 filter change?from a technician's tabletWhich open claims share a shop or aphone with a flagged claim?from a claims handlerNordlys and Halden.3 sources · commit 412Berlin and Lyon.3 sources · commit 207MSA-204 and DPA-118.3 sources · commit 96Yes, under €50k then.3 sources · commit 318Checkout API and Login.3 sources · commit 145Velo Shell, at Mitte.3 sources · commit 5302 renewals, €91,000.3 sources · commit 77PX-200 #7 and #12.3 sources · commit 264C-8812 and C-8790.3 sources · commit 351Agents and appsMCP, TypeScript, Python, SPARQLOntologyOWL, RDFS and SHACLKnowledge graphRDF on the W3C standardsVector searchmanaged embeddings, in SPARQLTime travelread any commitObject storageone copy of the truth
:Bug:Release:Customer:TicketAUTH-112Release 3.1Nordlys0.93410411412413414:Lot:Blend:Site:Batchlot 73091blend P-44Berlin site0.91205206207208209:Clause:Contract:Company:Groupchange of controlMSA-204Meridian Cloud0.949495969798:Entry:Policy:Limit:EmployeeJE-1042policy v3limit €50,0000.95316317318319320:Advisory:Package:Service:TeamCVE-2021-44228log4j-coreCheckout API0.96143144145146147:Product:Category:Store:BrandVelo Shellcycling jacketsstore Mitte0.92528529530531532:Issue:Organization:Deal:UserAUTH-112NordlysNordlys renewal0.907576777879:Section:Part:Machine:CatalogEntrymanual §4.2P-114PX-200 #70.94262263264265266:Claim:RepairShop:Claim:PolicyC-8812Autohaus BrandtC-77010.89349350351352353WORKFLOWSdurablesuggest classeslink documentsembed recordscheck answerssave statemanaged model?Which customers still run a releasewith an open login bug?from the help desk, over MCPWhich trial sites got tablets madefrom the recalled lot?from a recall workflowWhich contracts need consent ifMeridian Group is acquired?from a lawyer, in chatWas JE-1042 within the approvallimit when it was posted?from an auditor, over SPARQLWhich internet-facing servicesdepend on log4j, at any depth?from a Slack agentWaterproof cycling jacket under€150, in stock in Berlin?from the store search boxWhich renewals this quarter are atrisk from open bugs?from a CRM agent, over MCPWhich machines are overdue for theP-114 filter change?from a technician's tabletWhich open claims share a shop or aphone with a flagged claim?from a claims handlerNordlys and Halden.3 sources · commit 412Berlin and Lyon.3 sources · commit 207MSA-204 and DPA-118.3 sources · commit 96Yes, under €50k then.3 sources · commit 318Checkout API and Login.3 sources · commit 145Velo Shell, at Mitte.3 sources · commit 5302 renewals, €91,000.3 sources · commit 77PX-200 #7 and #12.3 sources · commit 264C-8812 and C-8790.3 sources · commit 351
  1. Agents and appsMCP, TypeScript, Python, SPARQL
  2. OntologyOWL, RDFS and SHACL
  3. Knowledge graphRDF on the W3C standards
  4. Vector searchmanaged embeddings, in SPARQL
  5. Time travelread any commit
  6. Object storageone copy of the truth
  7. Durable workflowsstate in object storage
  8. Managed modelsembeddings, rerank and answers
What you can build

From your sources
to the experience you ship.

One engine runs each use case end to end. Pick one, or watch them in turn.

01 · Your sources
  • Linear issues
  • HubSpot tickets
  • Release notes · PDF
02 · The engine
  • Map tickets to :Ticket
  • Link bugs to releases
  • Embed the tickets
03 · The question

Which customers still run a release with an open login bug?

  • search by meaning
  • 3 links
  • filter: open bugs
  1. AUTH-1120.93 by meaning
  2. Release 3.1affects
  3. Nordlysruns · commit 412
04 · Help desk assistant
Help deskassistant

Which customers still run a release with an open login bug?

Two: Nordlys and Halden run 3.1, where AUTH-112 is open. Release 3.2 fixes it.

AUTH-112Release 3.1NordlysHalden
01 · Your sources
  • Batch records
  • Supplier lots · CSV
  • Recall notices · PDF
02 · The engine
  • Map lots to :Lot
  • Declare blendedInto transitive
  • Watch for new recalls
03 · The question

Which trial sites got tablets made from the recalled lot?

  • search by meaning
  • path of any length
  • OWL: transitive
  1. lot 730910.91 by meaning
  2. blend P-44blended into+
  3. Berlin sitereceived at · commit 207
04 · Recall alert
Recall workflowran on the new notice

Recall of lot 73091

Two trial sites got tablets made from it: Berlin (CVX-A17) and Lyon (CVX-A19).

Notify 2 sites4 links · commit 207
01 · Your sources
  • Contracts · SharePoint
  • Company registry
  • Deal memo · PDF
02 · The engine
  • Map clauses to :Clause
  • Link companies to groups
  • Embed the clauses
03 · The question

Which contracts need consent if Meridian Group is acquired?

  • search by meaning
  • subsidiaries at any depth
  • clause filter
  1. change of control0.94 by meaning
  2. MSA-204appears in
  3. Meridian Cloudparty · commit 96
04 · Contract review
Contract reviewif Meridian Group is acquired
ContractPartyConsent
MSA-204Meridian Cloudneeded
DPA-118Meridian Healthneeded
NDA-311Halden Labsnot needed
change of controlMeridian Group2 subsidiaries
01 · Your sources
  • ERP journal
  • HR directory
  • Approval policy · PDF
02 · The engine
  • Map entries to :Entry
  • Keep each policy version
  • Check the approval rule
03 · The question

Was JE-1042 within the approval limit when it was posted?

  • time travel
  • policy as of posting
  • compare amounts
  1. JE-1042found by name
  2. policy v3in force then
  3. limit €50,000sets · commit 318
04 · Audit trail
Audit trailread at commit 318
Entry
JE-1042 · €48,200
Policy then
v3 · limit €50,000
Policy now
v4 · limit €25,000

Within the limit when posted. Today it needs a second approver.

01 · Your sources
  • Service catalog
  • Package lists · SBOM
  • Advisory feed
02 · The engine
  • Map packages to :Package
  • Declare dependsOn transitive
  • Embed the advisories
03 · The question

Which internet-facing services depend on log4j, at any depth?

  • path of any length
  • filter: internet-facing
  • owner of each
  1. CVE-2021-442280.96 by meaning
  2. log4j-coreaffects
  3. Checkout APIused by+ · commit 145
04 · Slack agent
#securitySlack

Ana Which internet-facing services depend on log4j?

lbb agent Two. Checkout API, through lib-a, and Login, directly. Payments and identity own them.

CVE-2021-44228log4j-corelib-a
01 · Your sources
  • Product feed · CSV
  • Stock levels
  • Customer reviews
02 · The engine
  • Map products to :Product
  • Link stock to stores
  • Embed the descriptions
03 · The question

Waterproof cycling jacket under €150, in stock in Berlin?

  • search by meaning
  • price filter
  • stock by store
  1. Velo Shell0.92 by meaning
  2. cycling jacketsin category
  3. store Mittein stock at · commit 530
04 · Store search
Store search2 results
CyclingWaterproof≤ €150Berlin
  • Velo Shell€129 · in stock at Mitte
  • Trail Shell€149 · in stock at Kreuzberg
01 · Your sources
  • HubSpot deals
  • Linear issues
  • Call notes · Google Drive
02 · The engine
  • Map deals to :Deal
  • Link bugs to customers
  • Embed the call notes
03 · The question

Which renewals this quarter are at risk from open bugs?

  • date filter
  • deals to bugs
  • sum of amounts
  1. AUTH-1120.90 by meaning
  2. Nordlysreported by
  3. Nordlys renewalrenews · commit 77
04 · Renewals at risk
Renewals at riskthis quarter
DealAmountWaits on
Nordlys renewal€48,000AUTH-112
Halden renewal€43,000BILL-7

2 renewals, €91,000. Both bugs are fixed in Release 3.2.

01 · Your sources
  • Service manuals · PDF
  • Parts catalogue · PDF
  • Machine registry
02 · The engine
  • Read the text of each page
  • Link each mention to P-114
  • Fill the interval from §4.2
03 · The question

Which machines are overdue for the P-114 filter change?

  • values from PDFs
  • machine hours
  • compare to 500 h
  1. manual §4.20.94 by meaning
  2. P-114mentions
  3. PX-200 #7installed in · commit 264
04 · Technician assistant
Technician assistantline 2

Which machines are overdue for the P-114 filter change?

Two are past 500 hours: PX-200 #7 at 612 h and #12 at 540 h.

Open page 37manual §4.2 · registry
01 · Your sources
  • Claims system
  • Repair invoices · PDF
  • Fraud flags
02 · The engine
  • Map claims to :Claim
  • Link invoices to shops
  • Check the fraud rules
03 · The question

Which open claims share a shop or a phone with a flagged claim?

  • two kinds of link
  • flagged claims
  • filter: open
  1. C-8812open claim
  2. Autohaus Brandtrepaired at
  3. C-7701also repaired · commit 351
04 · Claims review
Claims review2 to review
ClaimSharesStatus
C-8812shop with C-7701review
C-8790phone with C-7701review
C-7701flaggedflagged
Autohaus Brandtshared phoneC-7701
Pricing

Pay for the data
you store.

Start free with 30 GiB. Then one price per GiB-month. Queries, imports and index builds are included.